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Repository Details

Google BigQuery Tutorial for Data Analyst

BigQuery-tutorial

  • Hits
  • Made by Seongyun Byeon
  • Last modified date : 18.05.20
  • ๊ณต์ง€ ์‚ฌํ•ญ
    • BigQuery ๊ด€๋ จ ๋ฐœํ‘œ๋ฅผ ํ–ˆ์Šต๋‹ˆ๋‹ค. ๋ฐœํ‘œ ์ž๋ฃŒ๋Š” ์Šฌ๋ผ์ด๋“œ์‰์–ด์— ์žˆ์Šต๋‹ˆ๋‹ค :)
    • ๋ฐ‘์— ๋‚ด์šฉ์„ ๋ณด๋Š” ๊ฒƒ๋ณด๋‹ค ์œ„ ์Šฌ๋ผ์ด๋“œ์‰์–ด ์œ„์ฃผ๋กœ ๋ณด์‹œ๋Š” ๊ฒƒ์„ ์ถ”์ฒœํ•ฉ๋‹ˆ๋‹ค!!
  • ์ˆ˜์ • ์‚ฌํ•ญ
    • 18.05.20 : ๋ฐ์ดํ„ฐ ๋ถ„์„์„ ์œ„ํ•œ SQL ๋ ˆ์‹œํ”ผ ์†Œ๊ฐœ ์ถ”๊ฐ€
    • 19.05.23 : BigQuery ๋ฐœํ‘œ ์ž๋ฃŒ ์ถ”๊ฐ€

Intro

  • Google Cloud BigQuery๋ฅผ 6๊ฐœ์›”๊ฐ„ ์‚ฌ์šฉํ•˜๋ฉด์„œ ์ ์–ด๋‘” ๋‚ด์šฉ์„ ๋ฌธ์„œํ™”ํ•ด๋ดค์Šต๋‹ˆ๋‹ค. ํ•œ๊ตญ์—์„œ ๋งŽ์€ ๋ถ„๋“ค์ด BigQuery๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ๊ทธ๋‚ ๊นŒ์ง€..!
  • ์กฐ๊ธˆ์ด๋ผ๋„ ๋„์›€์ด ๋˜์…จ์œผ๋ฉด, Star๋ฅผ ๋ˆŒ๋Ÿฌ์ฃผ์‹œ๋Š” ๊ฒƒ์€ ์–ด๋–จ๊นŒ์š”?
  • ํ‹€๋ฆฐ ๋‚ด์šฉ์ด ๋งŽ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์–ด๋–ค ๊ฒฝ๋กœ๋“  ์—ฐ๋ฝ์ฃผ์‹œ๋ฉด ๋ฐ”๋กœ ์ˆ˜์ •ํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค
  • ๊ถ๊ธˆํ•˜์‹  ๋‚ด์šฉ์€ ํŽ˜์ด์Šค๋ถ Google BigQuery Users์—์„œ ๋ฌผ์–ด๋ณด์…”๋„ ์ข‹์„ ๊ฒƒ ๊ฐ™์Šต๋‹ˆ๋‹ค :)

Contents

01 - Basic

  1. Google Bigquery
  2. Query syntax (legacy, standard)
  3. Run Query
  4. Loading Data(from GCS)
  5. Firebase์™€ ์—ฐ๋™
  6. MySQL to BigQuery(Using Embulk)

02 - Utils

  1. Connect Python(Jupyter)
  2. Connect Datalab
  3. Connect Zeppelin
  4. Connect Tableau
  5. Install Chrome Extension

03 - Intermediate

  1. Work Flow Management(using Airflow)
  2. Optimizing Query and Controlling Costs
  3. UDF(User Define Function)
  4. DML(Data Manipulation Language)

04 - Data Analysis Practice

  • ๋ฐ์ดํ„ฐ ๋ถ„์„์€ ๋ฐ์ดํ„ฐ ๋ถ„์„์„ ์œ„ํ•œ SQL ๋ ˆ์‹œํ”ผ ์ฑ…์„ ์ถ”์ฒœํ•ฉ๋‹ˆ๋‹ค!
  • ์ด ์ฑ…์€ SQL ๊ธฐ์ดˆ ์ฑ…์€ ์•„๋‹ˆ์ง€๋งŒ SQL์„ ํ™œ์šฉํ•ด ๋ฐ์ดํ„ฐ ๋ถ„์„์„ ํ•˜๋Š” ๋‚ด์šฉ์„ ๋‹ด๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ์‹ค๋ฌด์—์„œ ์‚ฌ์šฉํ•˜๋Š” ํ…Œํฌ๋‹‰๋“ค์ด ๊ฐ€๋“ ๋‹ด๊ฒจ์žˆ์œผ๋‹ˆ ๊ผญ ์ฐธ๊ณ ํ•˜์‹œ๋ฉด ์ข‹์„ ๊ฒƒ ๊ฐ™์Šต๋‹ˆ๋‹ค!

05 - ETC

  1. GOOGLE CLOUD CREDENTIALS json file setting

Reference

  • ๊ฐ ๋ฌธ์„œ์˜ ํ•˜๋‹จ์— Reference๋ฅผ ์ ์–ด๋‘์—ˆ๊ณ , ์ œ๊ฒŒ ๊ฐ•๋ ฅํ•˜๊ฒŒ ์˜๊ฐ์„ ์ค€ ์ž๋ฃŒ๋“ค์€ ์•„๋ž˜์™€ ๊ฐ™์Šต๋‹ˆ๋‹ค
  • BigQuery Document
  • ์ด์žฌ๊ด‘๋‹˜ SlideShare

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